Dataset statistics
| Number of variables | 79 |
|---|---|
| Number of observations | 10100 |
| Missing cells | 519148 |
| Missing cells (%) | 65.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.9 MiB |
| Average record size in memory | 611.0 B |
Variable types
| Categorical | 9 |
|---|---|
| DateTime | 1 |
| Boolean | 47 |
| Numeric | 22 |
chills has constant value "True" | Constant |
cough has constant value "True" | Constant |
diarrhoea has constant value "True" | Constant |
event_admission has constant value "True" | Constant |
event_enrolment has constant value "True" | Constant |
feeling_faint has constant value "True" | Constant |
sore_throat has constant value "True" | Constant |
spleen_palpation has constant value "False" | Constant |
study_no has a high cardinality: 664 distinct values | High cardinality |
haematocrit is highly correlated with haematocrit_percent and 7 other fields | High correlation |
haematocrit_percent is highly correlated with haematocrit and 2 other fields | High correlation |
haemoglobin is highly correlated with haematocrit and 2 other fields | High correlation |
joint_pain_level is highly correlated with muscle_pain_level | High correlation |
liver_size is highly correlated with haematocrit_percent and 3 other fields | High correlation |
lymphocytes_percent is highly correlated with haematocrit | High correlation |
monocytes_percent is highly correlated with haematocrit | High correlation |
muscle_pain_level is highly correlated with joint_pain_level | High correlation |
neutrophils_percent is highly correlated with haematocrit | High correlation |
plt is highly correlated with haematocrit | High correlation |
wbc is highly correlated with haematocrit and 1 other fields | High correlation |
weight is highly correlated with haematocrit and 1 other fields | High correlation |
abdominal_tenderness has 7725 (76.5%) missing values | Missing |
albumin has 7831 (77.5%) missing values | Missing |
alt has 7838 (77.6%) missing values | Missing |
ascites has 7725 (76.5%) missing values | Missing |
ast has 7840 (77.6%) missing values | Missing |
bleeding has 7725 (76.5%) missing values | Missing |
bleeding_gum has 7723 (76.5%) missing values | Missing |
bleeding_nose has 7723 (76.5%) missing values | Missing |
bleeding_other has 10082 (99.8%) missing values | Missing |
bleeding_vaginal has 7723 (76.5%) missing values | Missing |
body_temperature has 7453 (73.8%) missing values | Missing |
bruising has 7723 (76.5%) missing values | Missing |
chills has 9490 (94.0%) missing values | Missing |
clinical_shock has 7725 (76.5%) missing values | Missing |
conjunctival has 7725 (76.5%) missing values | Missing |
convulsions has 7725 (76.5%) missing values | Missing |
cough has 9738 (96.4%) missing values | Missing |
creatine_kinase has 7842 (77.6%) missing values | Missing |
diarrhoea has 9818 (97.2%) missing values | Missing |
event_admission has 9436 (93.4%) missing values | Missing |
event_enrolment has 9436 (93.4%) missing values | Missing |
feeling_faint has 9636 (95.4%) missing values | Missing |
fetal has 9536 (94.4%) missing values | Missing |
fibrinogen has 7873 (78.0%) missing values | Missing |
haematocrit has 10057 (99.6%) missing values | Missing |
haematocrit_percent has 5743 (56.9%) missing values | Missing |
haemoglobin has 5743 (56.9%) missing values | Missing |
hematemesis has 7723 (76.5%) missing values | Missing |
hematuria has 7723 (76.5%) missing values | Missing |
inr has 7835 (77.6%) missing values | Missing |
jaundice has 7725 (76.5%) missing values | Missing |
lethargy has 7725 (76.5%) missing values | Missing |
liver_palpation has 7725 (76.5%) missing values | Missing |
lymphadenopathy has 7725 (76.5%) missing values | Missing |
lymphocytes_percent has 5744 (56.9%) missing values | Missing |
melaena has 7723 (76.5%) missing values | Missing |
meningism has 7725 (76.5%) missing values | Missing |
monocytes_percent has 5744 (56.9%) missing values | Missing |
nausea has 9603 (95.1%) missing values | Missing |
neurology has 7725 (76.5%) missing values | Missing |
neutrophils_percent has 5743 (56.9%) missing values | Missing |
oedema has 7370 (73.0%) missing values | Missing |
oedema_face has 7723 (76.5%) missing values | Missing |
oedema_feet has 7723 (76.5%) missing values | Missing |
oedema_hands has 7723 (76.5%) missing values | Missing |
petechiae has 7723 (76.5%) missing values | Missing |
pharyngeal has 7725 (76.5%) missing values | Missing |
pleural_effusion has 7725 (76.5%) missing values | Missing |
plt has 5744 (56.9%) missing values | Missing |
pulse has 7453 (73.8%) missing values | Missing |
rales_crackles has 7725 (76.5%) missing values | Missing |
respiratory_distress has 7725 (76.5%) missing values | Missing |
respiratory_rate has 7453 (73.8%) missing values | Missing |
restlessness has 7725 (76.5%) missing values | Missing |
rhinitis has 7725 (76.5%) missing values | Missing |
sbp has 7453 (73.8%) missing values | Missing |
skin_flush has 7725 (76.5%) missing values | Missing |
skin_rash has 7725 (76.5%) missing values | Missing |
sore_throat has 9912 (98.1%) missing values | Missing |
spleen_palpation has 7725 (76.5%) missing values | Missing |
tck has 7874 (78.0%) missing values | Missing |
tq has 7870 (77.9%) missing values | Missing |
uterus_tender has 9173 (90.8%) missing values | Missing |
vagina_loss has 9168 (90.8%) missing values | Missing |
wbc has 5743 (56.9%) missing values | Missing |
weight has 6669 (66.0%) missing values | Missing |
study_no is uniformly distributed | Uniform |
bleeding_other is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2021-01-24 10:50:15.601118 |
|---|---|
| Analysis finished | 2021-01-24 10:51:09.697329 |
| Duration | 54.1 seconds |
| Software version | pandas-profiling v2.10.0 |
| Download configuration | config.yaml |
| Distinct | 664 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.0 KiB |
| 03-5431 | 27 |
|---|---|
| 03-5425 | 27 |
| 03-5010 | 26 |
| 03-5007 | 25 |
| 03-5443 | 25 |
| Other values (659) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 70700 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 03-1001 |
|---|---|
| 2nd row | 03-1001 |
| 3rd row | 03-1001 |
| 4th row | 03-1001 |
| 5th row | 03-1001 |
| Value | Count | Frequency (%) |
| 03-5431 | 27 | 0.3% |
| 03-5425 | 27 | 0.3% |
| 03-5010 | 26 | 0.3% |
| 03-5007 | 25 | 0.2% |
| 03-5443 | 25 | 0.2% |
| 03-5381 | 24 | 0.2% |
| 03-5360 | 24 | 0.2% |
| 03-5407 | 23 | 0.2% |
| 03-5260 | 23 | 0.2% |
| 03-5202 | 23 | 0.2% |
| Other values (654) | 9853 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 03-5431 | 27 | 0.3% |
| 03-5425 | 27 | 0.3% |
| 03-5010 | 26 | 0.3% |
| 03-5007 | 25 | 0.2% |
| 03-5443 | 25 | 0.2% |
| 03-5381 | 24 | 0.2% |
| 03-5360 | 24 | 0.2% |
| 03-5407 | 23 | 0.2% |
| 03-5260 | 23 | 0.2% |
| 03-5202 | 23 | 0.2% |
| Other values (654) | 9853 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14510 | |
| 3 | 13680 | |
| 5 | 12781 | |
| - | 10100 | |
| 1 | 4465 | 6.3% |
| 4 | 3730 | 5.3% |
| 2 | 3573 | 5.1% |
| 6 | 2075 | 2.9% |
| 9 | 1945 | 2.8% |
| 8 | 1930 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60600 | |
| Dash Punctuation | 10100 | 14.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 14510 | |
| 3 | 13680 | |
| 5 | 12781 | |
| 1 | 4465 | 7.4% |
| 4 | 3730 | 6.2% |
| 2 | 3573 | 5.9% |
| 6 | 2075 | 3.4% |
| 9 | 1945 | 3.2% |
| 8 | 1930 | 3.2% |
| 7 | 1911 | 3.2% |
| Value | Count | Frequency (%) |
| - | 10100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 70700 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 14510 | |
| 3 | 13680 | |
| 5 | 12781 | |
| - | 10100 | |
| 1 | 4465 | 6.3% |
| 4 | 3730 | 5.3% |
| 2 | 3573 | 5.1% |
| 6 | 2075 | 2.9% |
| 9 | 1945 | 2.8% |
| 8 | 1930 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70700 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 14510 | |
| 3 | 13680 | |
| 5 | 12781 | |
| - | 10100 | |
| 1 | 4465 | 6.3% |
| 4 | 3730 | 5.3% |
| 2 | 3573 | 5.1% |
| 6 | 2075 | 2.9% |
| 9 | 1945 | 2.8% |
| 8 | 1930 | 2.7% |
date
Date
| Distinct | 4523 |
|---|---|
| Distinct (%) | 44.9% |
| Missing | 27 |
| Missing (%) | 0.3% |
| Memory size | 79.0 KiB |
| Minimum | 2016-10-05 00:00:00 |
|---|---|
| Maximum | 2018-05-17 00:00:00 |
Histogram with fixed size bins (bins=50)
abdominal_pain_level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.0 KiB |
| nan | |
|---|---|
| 1.0 | 279 |
| 2.0 | 45 |
| 3.0 | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30300 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nan |
|---|---|
| 2nd row | nan |
| 3rd row | nan |
| 4th row | nan |
| 5th row | nan |
| Value | Count | Frequency (%) |
| nan | 9774 | |
| 1.0 | 279 | 2.8% |
| 2.0 | 45 | 0.4% |
| 3.0 | 2 | < 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nan | 9774 | |
| 1.0 | 279 | 2.8% |
| 2.0 | 45 | 0.4% |
| 3.0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 19548 | |
| a | 9774 | |
| . | 326 | 1.1% |
| 0 | 326 | 1.1% |
| 1 | 279 | 0.9% |
| 2 | 45 | 0.1% |
| 3 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29322 | |
| Decimal Number | 652 | 2.2% |
| Other Punctuation | 326 | 1.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 326 | |
| 1 | 279 | |
| 2 | 45 | 6.9% |
| 3 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| n | 19548 | |
| a | 9774 |
| Value | Count | Frequency (%) |
| . | 326 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29322 | |
| Common | 978 | 3.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 326 | |
| 0 | 326 | |
| 1 | 279 | |
| 2 | 45 | 4.6% |
| 3 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| n | 19548 | |
| a | 9774 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30300 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 19548 | |
| a | 9774 | |
| . | 326 | 1.1% |
| 0 | 326 | 1.1% |
| 1 | 279 | 0.9% |
| 2 | 45 | 0.1% |
| 3 | 2 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 283 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2092 | 20.7% |
| True | 283 | 2.8% |
| (Missing) | 7725 |
age
Real number (ℝ≥0)
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.87108911 |
|---|---|
| Minimum | 18 |
| Maximum | 45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 23 |
| median | 27 |
| Q3 | 30 |
| 95-th percentile | 35 |
| Maximum | 45 |
| Range | 27 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.720488742 |
|---|---|
| Coefficient of variation (CV) | 0.1756716567 |
| Kurtosis | -0.264299352 |
| Mean | 26.87108911 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.2444607218 |
| Sum | 271398 |
| Variance | 22.28301396 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 27 | 918 | 9.1% |
| 25 | 893 | 8.8% |
| 26 | 789 | 7.8% |
| 30 | 737 | 7.3% |
| 28 | 724 | 7.2% |
| 23 | 703 | 7.0% |
| 24 | 678 | 6.7% |
| 29 | 565 | 5.6% |
| 33 | 565 | 5.6% |
| 32 | 430 | 4.3% |
| Other values (15) | 3098 |
| Value | Count | Frequency (%) |
| 18 | 247 | |
| 19 | 394 | |
| 20 | 377 | |
| 21 | 421 | |
| 22 | 393 |
| Value | Count | Frequency (%) |
| 45 | 17 | |
| 41 | 12 | |
| 40 | 19 | |
| 39 | 29 | |
| 38 | 27 |
| Distinct | 225 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 7831 |
| Missing (%) | 77.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.87831644 |
|---|---|
| Minimum | 23.5 |
| Maximum | 51.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 23.5 |
|---|---|
| 5-th percentile | 30.1 |
| Q1 | 34.6 |
| median | 38.1 |
| Q3 | 41.3 |
| 95-th percentile | 45.1 |
| Maximum | 51.3 |
| Range | 27.8 |
| Interquartile range (IQR) | 6.7 |
Descriptive statistics
| Standard deviation | 4.598959566 |
|---|---|
| Coefficient of variation (CV) | 0.1214140437 |
| Kurtosis | -0.4630757061 |
| Mean | 37.87831644 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | -0.1403309986 |
| Sum | 85945.9 |
| Variance | 21.15042909 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35.4 | 28 | 0.3% |
| 40 | 24 | 0.2% |
| 40.4 | 24 | 0.2% |
| 39.3 | 24 | 0.2% |
| 38.8 | 23 | 0.2% |
| 35.2 | 23 | 0.2% |
| 39.4 | 23 | 0.2% |
| 34.2 | 22 | 0.2% |
| 41.6 | 22 | 0.2% |
| 38.4 | 22 | 0.2% |
| Other values (215) | 2034 | 20.1% |
| (Missing) | 7831 |
| Value | Count | Frequency (%) |
| 23.5 | 1 | |
| 23.8 | 1 | |
| 24.4 | 1 | |
| 24.7 | 1 | |
| 25.7 | 1 |
| Value | Count | Frequency (%) |
| 51.3 | 1 | |
| 50.2 | 1 | |
| 49.6 | 1 | |
| 49.5 | 1 | |
| 49.1 | 1 |
| Distinct | 420 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 7838 |
| Missing (%) | 77.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.80910698 |
|---|---|
| Minimum | 5 |
| Maximum | 988 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 25 |
| median | 47 |
| Q3 | 100.825 |
| 95-th percentile | 255 |
| Maximum | 988 |
| Range | 983 |
| Interquartile range (IQR) | 75.825 |
Descriptive statistics
| Standard deviation | 97.41557869 |
|---|---|
| Coefficient of variation (CV) | 1.190766924 |
| Kurtosis | 16.88983276 |
| Mean | 81.80910698 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 3.3831445 |
| Sum | 185052.2 |
| Variance | 9489.794972 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21 | 46 | 0.5% |
| 18 | 42 | 0.4% |
| 19 | 39 | 0.4% |
| 27 | 39 | 0.4% |
| 15 | 35 | 0.3% |
| 17 | 35 | 0.3% |
| 26 | 35 | 0.3% |
| 14 | 34 | 0.3% |
| 16 | 33 | 0.3% |
| 33 | 33 | 0.3% |
| Other values (410) | 1891 | 18.7% |
| (Missing) | 7838 |
| Value | Count | Frequency (%) |
| 5 | 4 | < 0.1% |
| 7 | 5 | < 0.1% |
| 7.1 | 1 | < 0.1% |
| 8 | 11 | |
| 9 | 13 |
| Value | Count | Frequency (%) |
| 988 | 1 | |
| 971 | 1 | |
| 811 | 2 | |
| 710 | 1 | |
| 689 | 2 |
anorexia
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| True | |
|---|---|
| False | 767 |
| Value | Count | Frequency (%) |
| True | 9333 | |
| False | 767 | 7.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 1 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2374 | 23.5% |
| True | 1 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 471 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 7840 |
| Missing (%) | 77.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.5814602 |
|---|---|
| Minimum | 11 |
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 17.58 |
| Q1 | 30 |
| median | 58 |
| Q3 | 120.325 |
| 95-th percentile | 339.05 |
| Maximum | 1000 |
| Range | 989 |
| Interquartile range (IQR) | 90.325 |
Descriptive statistics
| Standard deviation | 128.111302 |
|---|---|
| Coefficient of variation (CV) | 1.248873839 |
| Kurtosis | 14.57590997 |
| Mean | 102.5814602 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 3.354431735 |
| Sum | 231834.1 |
| Variance | 16412.50569 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29 | 45 | 0.4% |
| 24 | 41 | 0.4% |
| 19 | 39 | 0.4% |
| 23 | 38 | 0.4% |
| 26 | 38 | 0.4% |
| 22 | 38 | 0.4% |
| 31 | 38 | 0.4% |
| 21 | 37 | 0.4% |
| 28 | 35 | 0.3% |
| 43 | 31 | 0.3% |
| Other values (461) | 1880 | 18.6% |
| (Missing) | 7840 |
| Value | Count | Frequency (%) |
| 11 | 2 | < 0.1% |
| 12 | 9 | |
| 12.9 | 1 | < 0.1% |
| 13 | 7 | |
| 13.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 1 | |
| 988 | 1 | |
| 982 | 1 | |
| 946 | 1 | |
| 943 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| True | |
|---|---|
| False | |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 1452 | 14.4% |
| False | 923 | 9.1% |
| (Missing) | 7725 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 98 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2279 | 22.6% |
| True | 98 | 1.0% |
| (Missing) | 7723 |
bleeding_mucosal
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| False | |
|---|---|
| True | 169 |
| Value | Count | Frequency (%) |
| False | 9931 | |
| True | 169 | 1.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 41 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2336 | 23.1% |
| True | 41 | 0.4% |
| (Missing) | 7723 |
| Distinct | 16 |
|---|---|
| Distinct (%) | 88.9% |
| Missing | 10082 |
| Missing (%) | 99.8% |
| Memory size | 79.0 KiB |
| FEW VAGINAL DISCHARGE | |
|---|---|
| VAGINAL LEAKAGE DUE TO MISCARRIAGE | 1 |
| HEMOTYPSIE | 1 |
| RECOVERY RASH ON 2 LEGS , SMALL AMOUNT OF BROWN FLUID FROM VAGINA | 1 |
| BLEEDING FROM HEMORRHOIDS | 1 |
| Other values (11) |
Length
| Max length | 65 |
|---|---|
| Median length | 28 |
| Mean length | 27 |
| Min length | 6 |
Characters and Unicode
| Total characters | 486 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 15 ? |
|---|---|
| Unique (%) | 83.3% |
Sample
| 1st row | VAGINAL LEAKAGE DUE TO MISCARRIAGE |
|---|---|
| 2nd row | HEMOTYPSY |
| 3rd row | SMALL AMOUNT OF BROWN FLUID FROM VAGINA |
| 4th row | RECOVERY RASH ON 2 LEGS , SMALL AMOUNT OF BROWN FLUID FROM VAGINA |
| 5th row | CONJUNCTIVA BLEEDING IN THE RIGHT EYE. |
| Value | Count | Frequency (%) |
| FEW VAGINAL DISCHARGE | 3 | < 0.1% |
| VAGINAL LEAKAGE DUE TO MISCARRIAGE | 1 | < 0.1% |
| HEMOTYPSIE | 1 | < 0.1% |
| RECOVERY RASH ON 2 LEGS , SMALL AMOUNT OF BROWN FLUID FROM VAGINA | 1 | < 0.1% |
| BLEEDING FROM HEMORRHOIDS | 1 | < 0.1% |
| HEMOTYPSY | 1 | < 0.1% |
| CONJUNCTIVA BLEEDING IN THE RIGHT EYE. | 1 | < 0.1% |
| LOCHIA | 1 | < 0.1% |
| MILD HEMOPTYSIS | 1 | < 0.1% |
| LOCHIA REDUCED | 1 | < 0.1% |
| Other values (6) | 6 | 0.1% |
| (Missing) | 10082 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| bleeding | 7 | 9.2% |
| in | 6 | 7.9% |
| eye | 5 | 6.6% |
| conjunctival | 4 | 5.3% |
| vaginal | 4 | 5.3% |
| right | 4 | 5.3% |
| 2 | 3 | 3.9% |
| discharge | 3 | 3.9% |
| from | 3 | 3.9% |
| few | 3 | 3.9% |
| Other values (25) | 34 |
Most occurring characters
| Value | Count | Frequency (%) |
| 58 | 11.9% | |
| E | 48 | 9.9% |
| I | 42 | 8.6% |
| N | 36 | 7.4% |
| A | 32 | 6.6% |
| L | 26 | 5.3% |
| O | 25 | 5.1% |
| G | 23 | 4.7% |
| C | 20 | 4.1% |
| R | 20 | 4.1% |
| Other values (17) | 156 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 421 | |
| Space Separator | 58 | 11.9% |
| Other Punctuation | 4 | 0.8% |
| Decimal Number | 3 | 0.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| E | 48 | 11.4% |
| I | 42 | 10.0% |
| N | 36 | 8.6% |
| A | 32 | 7.6% |
| L | 26 | 6.2% |
| O | 25 | 5.9% |
| G | 23 | 5.5% |
| C | 20 | 4.8% |
| R | 20 | 4.8% |
| T | 18 | 4.3% |
| Other values (13) | 131 |
| Value | Count | Frequency (%) |
| . | 3 | |
| , | 1 | 25.0% |
| Value | Count | Frequency (%) |
| 58 |
| Value | Count | Frequency (%) |
| 2 | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 421 | |
| Common | 65 | 13.4% |
Most frequent character per script
| Value | Count | Frequency (%) |
| E | 48 | 11.4% |
| I | 42 | 10.0% |
| N | 36 | 8.6% |
| A | 32 | 7.6% |
| L | 26 | 6.2% |
| O | 25 | 5.9% |
| G | 23 | 5.5% |
| C | 20 | 4.8% |
| R | 20 | 4.8% |
| T | 18 | 4.3% |
| Other values (13) | 131 |
| Value | Count | Frequency (%) |
| 58 | ||
| 2 | 3 | 4.6% |
| . | 3 | 4.6% |
| , | 1 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 486 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 58 | 11.9% | |
| E | 48 | 9.9% |
| I | 42 | 8.6% |
| N | 36 | 7.4% |
| A | 32 | 6.6% |
| L | 26 | 5.3% |
| O | 25 | 5.1% |
| G | 23 | 4.7% |
| C | 20 | 4.1% |
| R | 20 | 4.1% |
| Other values (17) | 156 |
bleeding_skin
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| False | |
|---|---|
| True | 136 |
| Value | Count | Frequency (%) |
| False | 9964 | |
| True | 136 | 1.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 264 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2113 | 20.9% |
| True | 264 | 2.6% |
| (Missing) | 7723 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 7453 |
| Missing (%) | 73.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.69852663 |
|---|---|
| Minimum | 36.7 |
| Maximum | 41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 36.7 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 37.1 |
| median | 37.3 |
| Q3 | 38 |
| 95-th percentile | 39.5 |
| Maximum | 41 |
| Range | 4.3 |
| Interquartile range (IQR) | 0.9 |
Descriptive statistics
| Standard deviation | 0.8759498147 |
|---|---|
| Coefficient of variation (CV) | 0.02323565117 |
| Kurtosis | 0.5322576867 |
| Mean | 37.69852663 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 1.299861569 |
| Sum | 99788 |
| Variance | 0.7672880778 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 37 | 633 | 6.3% |
| 37.2 | 426 | 4.2% |
| 37.3 | 234 | 2.3% |
| 37.1 | 230 | 2.3% |
| 39 | 200 | 2.0% |
| 38 | 156 | 1.5% |
| 37.4 | 147 | 1.5% |
| 37.5 | 100 | 1.0% |
| 39.5 | 81 | 0.8% |
| 38.5 | 73 | 0.7% |
| Other values (29) | 367 | 3.6% |
| (Missing) | 7453 |
| Value | Count | Frequency (%) |
| 36.7 | 1 | < 0.1% |
| 36.8 | 2 | < 0.1% |
| 36.9 | 3 | < 0.1% |
| 37 | 633 | |
| 37.1 | 230 | 2.3% |
| Value | Count | Frequency (%) |
| 41 | 4 | |
| 40.6 | 1 | < 0.1% |
| 40.5 | 2 | |
| 40.4 | 2 | |
| 40.3 | 2 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 741 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 1636 | 16.2% |
| True | 741 | 7.3% |
| (Missing) | 7723 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 9490 |
| Missing (%) | 94.0% |
| Memory size | 79.0 KiB |
| True | 610 |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| True | 610 | 6.0% |
| (Missing) | 9490 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 10 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2365 | 23.4% |
| True | 10 | 0.1% |
| (Missing) | 7725 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 330 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2045 | 20.2% |
| True | 330 | 3.3% |
| (Missing) | 7725 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 2 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2373 | 23.5% |
| True | 2 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 9738 |
| Missing (%) | 96.4% |
| Memory size | 79.0 KiB |
| True | 362 |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| True | 362 | 3.6% |
| (Missing) | 9738 |
| Distinct | 273 |
|---|---|
| Distinct (%) | 12.1% |
| Missing | 7842 |
| Missing (%) | 77.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.84588131 |
|---|---|
| Minimum | 8 |
| Maximum | 1404 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 34 |
| median | 49 |
| Q3 | 75.75 |
| 95-th percentile | 204.15 |
| Maximum | 1404 |
| Range | 1396 |
| Interquartile range (IQR) | 41.75 |
Descriptive statistics
| Standard deviation | 99.67445541 |
|---|---|
| Coefficient of variation (CV) | 1.33172933 |
| Kurtosis | 56.07149742 |
| Mean | 74.84588131 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 6.311617762 |
| Sum | 169002 |
| Variance | 9934.997061 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37 | 48 | 0.5% |
| 35 | 48 | 0.5% |
| 40 | 48 | 0.5% |
| 31 | 45 | 0.4% |
| 42 | 44 | 0.4% |
| 34 | 43 | 0.4% |
| 46 | 41 | 0.4% |
| 27 | 40 | 0.4% |
| 28 | 38 | 0.4% |
| 45 | 38 | 0.4% |
| Other values (263) | 1825 | 18.1% |
| (Missing) | 7842 |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 11 | 4 | |
| 12 | 1 | < 0.1% |
| 13 | 2 |
| Value | Count | Frequency (%) |
| 1404 | 1 | |
| 1347 | 1 | |
| 1264 | 1 | |
| 1136 | 1 | |
| 967 | 1 |
dbp
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.0 KiB |
| nan | |
|---|---|
| 60.0 | |
| 55.0 | 2 |
| 50.0 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.155148515 |
| Min length | 3 |
Characters and Unicode
| Total characters | 31867 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nan |
|---|---|
| 2nd row | nan |
| 3rd row | nan |
| 4th row | nan |
| 5th row | nan |
| Value | Count | Frequency (%) |
| nan | 8533 | |
| 60.0 | 1563 | 15.5% |
| 55.0 | 2 | < 0.1% |
| 50.0 | 2 | < 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nan | 8533 | |
| 60.0 | 1563 | 15.5% |
| 55.0 | 2 | < 0.1% |
| 50.0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 17066 | |
| a | 8533 | |
| 0 | 3132 | 9.8% |
| . | 1567 | 4.9% |
| 6 | 1563 | 4.9% |
| 5 | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25599 | |
| Decimal Number | 4701 | 14.8% |
| Other Punctuation | 1567 | 4.9% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 3132 | |
| 6 | 1563 | |
| 5 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| n | 17066 | |
| a | 8533 |
| Value | Count | Frequency (%) |
| . | 1567 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25599 | |
| Common | 6268 | 19.7% |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 3132 | |
| . | 1567 | |
| 6 | 1563 | |
| 5 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| n | 17066 | |
| a | 8533 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 31867 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 17066 | |
| a | 8533 | |
| 0 | 3132 | 9.8% |
| . | 1567 | 4.9% |
| 6 | 1563 | 4.9% |
| 5 | 6 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 9818 |
| Missing (%) | 97.2% |
| Memory size | 79.0 KiB |
| True | 282 |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| True | 282 | 2.8% |
| (Missing) | 9818 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 9436 |
| Missing (%) | 93.4% |
| Memory size | 79.0 KiB |
| True | 664 |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| True | 664 | 6.6% |
| (Missing) | 9436 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 9436 |
| Missing (%) | 93.4% |
| Memory size | 79.0 KiB |
| True | 664 |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| True | 664 | 6.6% |
| (Missing) | 9436 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 9636 |
| Missing (%) | 95.4% |
| Memory size | 79.0 KiB |
| True | 464 |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| True | 464 | 4.6% |
| (Missing) | 9636 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 9536 |
| Missing (%) | 94.4% |
| Memory size | 79.0 KiB |
| True | 560 |
|---|---|
| False | 4 |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 560 | 5.5% |
| False | 4 | < 0.1% |
| (Missing) | 9536 |
| Distinct | 352 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 7873 |
| Missing (%) | 78.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.893385721 |
|---|---|
| Minimum | 0.46 |
| Maximum | 7.64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 0.46 |
|---|---|
| 5-th percentile | 1.82 |
| Q1 | 2.34 |
| median | 2.77 |
| Q3 | 3.285 |
| 95-th percentile | 4.43 |
| Maximum | 7.64 |
| Range | 7.18 |
| Interquartile range (IQR) | 0.945 |
Descriptive statistics
| Standard deviation | 0.8309164426 |
|---|---|
| Coefficient of variation (CV) | 0.2871779026 |
| Kurtosis | 2.767363604 |
| Mean | 2.893385721 |
| Median Absolute Deviation (MAD) | 0.46 |
| Skewness | 1.213297924 |
| Sum | 6443.57 |
| Variance | 0.6904221346 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.76 | 27 | 0.3% |
| 2.89 | 26 | 0.3% |
| 2.85 | 25 | 0.2% |
| 2.67 | 25 | 0.2% |
| 2.57 | 24 | 0.2% |
| 2.47 | 21 | 0.2% |
| 2.46 | 21 | 0.2% |
| 3.29 | 21 | 0.2% |
| 2.54 | 21 | 0.2% |
| 2.83 | 21 | 0.2% |
| Other values (342) | 1995 | 19.8% |
| (Missing) | 7873 |
| Value | Count | Frequency (%) |
| 0.46 | 1 | |
| 0.89 | 1 | |
| 1.03 | 1 | |
| 1.06 | 1 | |
| 1.12 | 1 |
| Value | Count | Frequency (%) |
| 7.64 | 1 | |
| 6.97 | 1 | |
| 6.85 | 2 | |
| 6.59 | 1 | |
| 6.42 | 1 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 44.2% |
| Missing | 10057 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.58139535 |
|---|---|
| Minimum | 30 |
| Maximum | 55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 40 |
| median | 43 |
| Q3 | 48.5 |
| 95-th percentile | 52 |
| Maximum | 55 |
| Range | 25 |
| Interquartile range (IQR) | 8.5 |
Descriptive statistics
| Standard deviation | 5.807353951 |
|---|---|
| Coefficient of variation (CV) | 0.1332530522 |
| Kurtosis | -0.3344634513 |
| Mean | 43.58139535 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.1323457476 |
| Sum | 1874 |
| Variance | 33.72535991 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 42 | 4 | < 0.1% |
| 45 | 4 | < 0.1% |
| 49 | 4 | < 0.1% |
| 41 | 4 | < 0.1% |
| 38 | 3 | < 0.1% |
| 40 | 3 | < 0.1% |
| 48 | 2 | < 0.1% |
| 37 | 2 | < 0.1% |
| 50 | 2 | < 0.1% |
| 44 | 2 | < 0.1% |
| Other values (9) | 13 | 0.1% |
| (Missing) | 10057 |
| Value | Count | Frequency (%) |
| 30 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 35 | 2 | |
| 37 | 2 | |
| 38 | 3 |
| Value | Count | Frequency (%) |
| 55 | 1 | |
| 54 | 1 | |
| 52 | 2 | |
| 51 | 1 | |
| 50 | 2 |
| Distinct | 240 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 5743 |
| Missing (%) | 56.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.33218958 |
|---|---|
| Minimum | 22.8 |
| Maximum | 54.15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 22.8 |
|---|---|
| 5-th percentile | 30.3 |
| Q1 | 34.6 |
| median | 37.5 |
| Q3 | 40 |
| 95-th percentile | 43.9 |
| Maximum | 54.15 |
| Range | 31.35 |
| Interquartile range (IQR) | 5.4 |
Descriptive statistics
| Standard deviation | 4.14872744 |
|---|---|
| Coefficient of variation (CV) | 0.1111300325 |
| Kurtosis | 0.1905244926 |
| Mean | 37.33218958 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | -0.06158883624 |
| Sum | 162656.35 |
| Variance | 17.21193937 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38.4 | 57 | 0.6% |
| 36.1 | 53 | 0.5% |
| 37.6 | 52 | 0.5% |
| 39 | 52 | 0.5% |
| 37.2 | 52 | 0.5% |
| 39.5 | 51 | 0.5% |
| 37.1 | 50 | 0.5% |
| 38.7 | 50 | 0.5% |
| 36.7 | 49 | 0.5% |
| 39.3 | 49 | 0.5% |
| Other values (230) | 3842 | |
| (Missing) | 5743 |
| Value | Count | Frequency (%) |
| 22.8 | 1 | |
| 23.2 | 1 | |
| 23.6 | 1 | |
| 24.8 | 2 | |
| 25.4 | 2 |
| Value | Count | Frequency (%) |
| 54.15 | 1 | < 0.1% |
| 52.5 | 3 | |
| 52.4 | 1 | < 0.1% |
| 52.2 | 1 | < 0.1% |
| 52 | 1 | < 0.1% |
| Distinct | 105 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 5743 |
| Missing (%) | 56.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.33187055 |
|---|---|
| Minimum | 6.8 |
| Maximum | 18.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 6.8 |
|---|---|
| 5-th percentile | 9.98 |
| Q1 | 11.4 |
| median | 12.4 |
| Q3 | 13.2 |
| 95-th percentile | 14.5 |
| Maximum | 18.5 |
| Range | 11.7 |
| Interquartile range (IQR) | 1.8 |
Descriptive statistics
| Standard deviation | 1.392986883 |
|---|---|
| Coefficient of variation (CV) | 0.1129582797 |
| Kurtosis | 0.3528813618 |
| Mean | 12.33187055 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | -0.064014948 |
| Sum | 53729.96 |
| Variance | 1.940412455 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.5 | 157 | 1.6% |
| 12.7 | 144 | 1.4% |
| 12.3 | 140 | 1.4% |
| 12.9 | 135 | 1.3% |
| 13 | 132 | 1.3% |
| 12 | 125 | 1.2% |
| 12.2 | 123 | 1.2% |
| 12.4 | 122 | 1.2% |
| 12.8 | 119 | 1.2% |
| 12.6 | 118 | 1.2% |
| Other values (95) | 3042 | |
| (Missing) | 5743 |
| Value | Count | Frequency (%) |
| 6.8 | 1 | |
| 7.1 | 1 | |
| 7.4 | 1 | |
| 7.44 | 1 | |
| 7.5 | 1 |
| Value | Count | Frequency (%) |
| 18.5 | 1 | |
| 18 | 1 | |
| 17.6 | 1 | |
| 17.4 | 1 | |
| 17.1 | 2 |
headache_level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.0 KiB |
| nan | |
|---|---|
| 2.0 | 393 |
| 1.0 | 150 |
| 3.0 | 97 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30300 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | nan |
| 3rd row | nan |
| 4th row | nan |
| 5th row | nan |
| Value | Count | Frequency (%) |
| nan | 9460 | |
| 2.0 | 393 | 3.9% |
| 1.0 | 150 | 1.5% |
| 3.0 | 97 | 1.0% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nan | 9460 | |
| 2.0 | 393 | 3.9% |
| 1.0 | 150 | 1.5% |
| 3.0 | 97 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 18920 | |
| a | 9460 | |
| . | 640 | 2.1% |
| 0 | 640 | 2.1% |
| 2 | 393 | 1.3% |
| 1 | 150 | 0.5% |
| 3 | 97 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 28380 | |
| Decimal Number | 1280 | 4.2% |
| Other Punctuation | 640 | 2.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 640 | |
| 2 | 393 | |
| 1 | 150 | 11.7% |
| 3 | 97 | 7.6% |
| Value | Count | Frequency (%) |
| n | 18920 | |
| a | 9460 |
| Value | Count | Frequency (%) |
| . | 640 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 28380 | |
| Common | 1920 | 6.3% |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 640 | |
| 0 | 640 | |
| 2 | 393 | |
| 1 | 150 | 7.8% |
| 3 | 97 | 5.1% |
| Value | Count | Frequency (%) |
| n | 18920 | |
| a | 9460 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30300 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 18920 | |
| a | 9460 | |
| . | 640 | 2.1% |
| 0 | 640 | 2.1% |
| 2 | 393 | 1.3% |
| 1 | 150 | 0.5% |
| 3 | 97 | 0.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 5 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2372 | 23.5% |
| True | 5 | < 0.1% |
| (Missing) | 7723 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 7 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2370 | 23.5% |
| True | 7 | 0.1% |
| (Missing) | 7723 |
| Distinct | 44 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 7835 |
| Missing (%) | 77.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.024379691 |
|---|---|
| Minimum | 1 |
| Maximum | 4.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1.01 |
| 95-th percentile | 1.14 |
| Maximum | 4.04 |
| Range | 3.04 |
| Interquartile range (IQR) | 0.01 |
Descriptive statistics
| Standard deviation | 0.08710537835 |
|---|---|
| Coefficient of variation (CV) | 0.08503231675 |
| Kurtosis | 640.767858 |
| Mean | 1.024379691 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.77231261 |
| Sum | 2320.22 |
| Variance | 0.007587346937 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 1 | 1663 | 16.5% |
| 1.02 | 82 | 0.8% |
| 1.01 | 70 | 0.7% |
| 1.04 | 48 | 0.5% |
| 1.03 | 43 | 0.4% |
| 1.05 | 39 | 0.4% |
| 1.09 | 37 | 0.4% |
| 1.06 | 34 | 0.3% |
| 1.07 | 30 | 0.3% |
| 1.1 | 29 | 0.3% |
| Other values (34) | 190 | 1.9% |
| (Missing) | 7835 |
| Value | Count | Frequency (%) |
| 1 | 1663 | |
| 1.01 | 70 | 0.7% |
| 1.02 | 82 | 0.8% |
| 1.03 | 43 | 0.4% |
| 1.04 | 48 | 0.5% |
| Value | Count | Frequency (%) |
| 4.04 | 1 | |
| 1.87 | 1 | |
| 1.52 | 1 | |
| 1.48 | 1 | |
| 1.44 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 3 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2372 | 23.5% |
| True | 3 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.0 KiB |
| nan | |
|---|---|
| 2.0 | 356 |
| 1.0 | 150 |
| 3.0 | 50 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30300 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | nan |
| 3rd row | nan |
| 4th row | nan |
| 5th row | nan |
| Value | Count | Frequency (%) |
| nan | 9544 | |
| 2.0 | 356 | 3.5% |
| 1.0 | 150 | 1.5% |
| 3.0 | 50 | 0.5% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nan | 9544 | |
| 2.0 | 356 | 3.5% |
| 1.0 | 150 | 1.5% |
| 3.0 | 50 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 19088 | |
| a | 9544 | |
| . | 556 | 1.8% |
| 0 | 556 | 1.8% |
| 2 | 356 | 1.2% |
| 1 | 150 | 0.5% |
| 3 | 50 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 28632 | |
| Decimal Number | 1112 | 3.7% |
| Other Punctuation | 556 | 1.8% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 556 | |
| 2 | 356 | |
| 1 | 150 | 13.5% |
| 3 | 50 | 4.5% |
| Value | Count | Frequency (%) |
| n | 19088 | |
| a | 9544 |
| Value | Count | Frequency (%) |
| . | 556 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 28632 | |
| Common | 1668 | 5.5% |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 556 | |
| 0 | 556 | |
| 2 | 356 | |
| 1 | 150 | 9.0% |
| 3 | 50 | 3.0% |
| Value | Count | Frequency (%) |
| n | 19088 | |
| a | 9544 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30300 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 19088 | |
| a | 9544 | |
| . | 556 | 1.8% |
| 0 | 556 | 1.8% |
| 2 | 356 | 1.2% |
| 1 | 150 | 0.5% |
| 3 | 50 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 6 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2369 | 23.5% |
| True | 6 | 0.1% |
| (Missing) | 7725 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 50 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2325 | 23.0% |
| True | 50 | 0.5% |
| (Missing) | 7725 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.0 KiB |
| nan | |
|---|---|
| 2.0 | 28 |
| 1.0 | 19 |
| 18.0 | 2 |
| 14.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.00029703 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30303 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | nan |
|---|---|
| 2nd row | nan |
| 3rd row | nan |
| 4th row | nan |
| 5th row | nan |
| Value | Count | Frequency (%) |
| nan | 10050 | |
| 2.0 | 28 | 0.3% |
| 1.0 | 19 | 0.2% |
| 18.0 | 2 | < 0.1% |
| 14.0 | 1 | < 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nan | 10050 | |
| 2.0 | 28 | 0.3% |
| 1.0 | 19 | 0.2% |
| 18.0 | 2 | < 0.1% |
| 14.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 20100 | |
| a | 10050 | |
| . | 50 | 0.2% |
| 0 | 50 | 0.2% |
| 2 | 28 | 0.1% |
| 1 | 22 | 0.1% |
| 8 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 30150 | |
| Decimal Number | 103 | 0.3% |
| Other Punctuation | 50 | 0.2% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 50 | |
| 2 | 28 | |
| 1 | 22 | |
| 8 | 2 | 1.9% |
| 4 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| n | 20100 | |
| a | 10050 |
| Value | Count | Frequency (%) |
| . | 50 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30150 | |
| Common | 153 | 0.5% |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 50 | |
| 0 | 50 | |
| 2 | 28 | |
| 1 | 22 | |
| 8 | 2 | 1.3% |
| 4 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| n | 20100 | |
| a | 10050 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30303 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 20100 | |
| a | 10050 | |
| . | 50 | 0.2% |
| 0 | 50 | 0.2% |
| 2 | 28 | 0.1% |
| 1 | 22 | 0.1% |
| 8 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 18 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2357 | 23.3% |
| True | 18 | 0.2% |
| (Missing) | 7725 |
| Distinct | 667 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 5744 |
| Missing (%) | 56.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.00003214 |
|---|---|
| Minimum | 1.4 |
| Maximum | 77.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 1.4 |
|---|---|
| 5-th percentile | 10.9 |
| Q1 | 21.6 |
| median | 32.05 |
| Q3 | 43 |
| 95-th percentile | 59.1 |
| Maximum | 77.9 |
| Range | 76.5 |
| Interquartile range (IQR) | 21.4 |
Descriptive statistics
| Standard deviation | 14.63303001 |
|---|---|
| Coefficient of variation (CV) | 0.44342472 |
| Kurtosis | -0.4589838512 |
| Mean | 33.00003214 |
| Median Absolute Deviation (MAD) | 10.65 |
| Skewness | 0.3311404581 |
| Sum | 143748.14 |
| Variance | 214.1255673 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37.5 | 23 | 0.2% |
| 21.6 | 19 | 0.2% |
| 42.9 | 19 | 0.2% |
| 28.8 | 18 | 0.2% |
| 32.4 | 17 | 0.2% |
| 36.4 | 17 | 0.2% |
| 21.5 | 16 | 0.2% |
| 33.9 | 16 | 0.2% |
| 33.4 | 16 | 0.2% |
| 23.6 | 16 | 0.2% |
| Other values (657) | 4179 | |
| (Missing) | 5744 |
| Value | Count | Frequency (%) |
| 1.4 | 1 | |
| 1.5 | 1 | |
| 2.1 | 1 | |
| 3.2 | 1 | |
| 3.9 | 1 |
| Value | Count | Frequency (%) |
| 77.9 | 1 | |
| 77 | 1 | |
| 76.4 | 1 | |
| 75.3 | 1 | |
| 74.7 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 3 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2374 | 23.5% |
| True | 3 | < 0.1% |
| (Missing) | 7723 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 2 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2373 | 23.5% |
| True | 2 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 215 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 5744 |
| Missing (%) | 56.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.396997245 |
|---|---|
| Minimum | 0.3 |
| Maximum | 42.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 3.4 |
| Q1 | 5.3 |
| median | 6.8 |
| Q3 | 8.9 |
| 95-th percentile | 13.1 |
| Maximum | 42.8 |
| Range | 42.5 |
| Interquartile range (IQR) | 3.6 |
Descriptive statistics
| Standard deviation | 3.236674433 |
|---|---|
| Coefficient of variation (CV) | 0.4375659914 |
| Kurtosis | 10.68496379 |
| Mean | 7.396997245 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 2.005638965 |
| Sum | 32221.32 |
| Variance | 10.47606138 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.4 | 84 | 0.8% |
| 6.6 | 78 | 0.8% |
| 5.5 | 78 | 0.8% |
| 5.9 | 77 | 0.8% |
| 5.8 | 76 | 0.8% |
| 5.1 | 76 | 0.8% |
| 5.4 | 75 | 0.7% |
| 6.9 | 74 | 0.7% |
| 6.3 | 74 | 0.7% |
| 6.2 | 72 | 0.7% |
| Other values (205) | 3592 | |
| (Missing) | 5744 |
| Value | Count | Frequency (%) |
| 0.3 | 1 | |
| 0.8 | 1 | |
| 1 | 1 | |
| 1.3 | 1 | |
| 1.5 | 2 |
| Value | Count | Frequency (%) |
| 42.8 | 1 | |
| 37 | 1 | |
| 35.6 | 1 | |
| 35.3 | 1 | |
| 30.3 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.0 KiB |
| nan | |
|---|---|
| 2.0 | 381 |
| 1.0 | 166 |
| 3.0 | 56 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30300 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | nan |
| 3rd row | nan |
| 4th row | nan |
| 5th row | nan |
| Value | Count | Frequency (%) |
| nan | 9497 | |
| 2.0 | 381 | 3.8% |
| 1.0 | 166 | 1.6% |
| 3.0 | 56 | 0.6% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nan | 9497 | |
| 2.0 | 381 | 3.8% |
| 1.0 | 166 | 1.6% |
| 3.0 | 56 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 18994 | |
| a | 9497 | |
| . | 603 | 2.0% |
| 0 | 603 | 2.0% |
| 2 | 381 | 1.3% |
| 1 | 166 | 0.5% |
| 3 | 56 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 28491 | |
| Decimal Number | 1206 | 4.0% |
| Other Punctuation | 603 | 2.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 603 | |
| 2 | 381 | |
| 1 | 166 | 13.8% |
| 3 | 56 | 4.6% |
| Value | Count | Frequency (%) |
| n | 18994 | |
| a | 9497 |
| Value | Count | Frequency (%) |
| . | 603 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 28491 | |
| Common | 1809 | 6.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 603 | |
| 0 | 603 | |
| 2 | 381 | |
| 1 | 166 | 9.2% |
| 3 | 56 | 3.1% |
| Value | Count | Frequency (%) |
| n | 18994 | |
| a | 9497 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30300 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 18994 | |
| a | 9497 | |
| . | 603 | 2.0% |
| 0 | 603 | 2.0% |
| 2 | 381 | 1.3% |
| 1 | 166 | 0.5% |
| 3 | 56 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 9603 |
| Missing (%) | 95.1% |
| Memory size | 79.0 KiB |
| True | 496 |
|---|---|
| False | 1 |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 496 | 4.9% |
| False | 1 | < 0.1% |
| (Missing) | 9603 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 5 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2370 | 23.5% |
| True | 5 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 746 |
|---|---|
| Distinct (%) | 17.1% |
| Missing | 5743 |
| Missing (%) | 56.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.80841175 |
|---|---|
| Minimum | 6.1 |
| Maximum | 96.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 6.1 |
|---|---|
| 5-th percentile | 24.1 |
| Q1 | 38.6 |
| median | 53.1 |
| Q3 | 67.2 |
| 95-th percentile | 80.9 |
| Maximum | 96.8 |
| Range | 90.7 |
| Interquartile range (IQR) | 28.6 |
Descriptive statistics
| Standard deviation | 17.73432742 |
|---|---|
| Coefficient of variation (CV) | 0.3358239121 |
| Kurtosis | -0.8557399342 |
| Mean | 52.80841175 |
| Median Absolute Deviation (MAD) | 14.3 |
| Skewness | -0.05554027401 |
| Sum | 230086.25 |
| Variance | 314.5063692 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 52.3 | 15 | 0.1% |
| 52.9 | 14 | 0.1% |
| 45.6 | 14 | 0.1% |
| 47.8 | 14 | 0.1% |
| 50.7 | 14 | 0.1% |
| 53.3 | 14 | 0.1% |
| 66.1 | 14 | 0.1% |
| 57.1 | 14 | 0.1% |
| 57.5 | 14 | 0.1% |
| 64.9 | 13 | 0.1% |
| Other values (736) | 4217 | |
| (Missing) | 5743 |
| Value | Count | Frequency (%) |
| 6.1 | 1 | |
| 6.3 | 1 | |
| 7.9 | 1 | |
| 11.1 | 1 | |
| 11.3 | 1 |
| Value | Count | Frequency (%) |
| 96.8 | 1 | |
| 94.9 | 1 | |
| 93.4 | 1 | |
| 92 | 1 | |
| 91.9 | 2 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7370 |
| Missing (%) | 73.0% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 109 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2621 | 26.0% |
| True | 109 | 1.1% |
| (Missing) | 7370 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 5 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2372 | 23.5% |
| True | 5 | < 0.1% |
| (Missing) | 7723 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 6 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2371 | 23.5% |
| True | 6 | 0.1% |
| (Missing) | 7723 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 2 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2375 | 23.5% |
| True | 2 | < 0.1% |
| (Missing) | 7723 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7723 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 1413 | 14.0% |
| True | 964 | 9.5% |
| (Missing) | 7723 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 208 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2167 | 21.5% |
| True | 208 | 2.1% |
| (Missing) | 7725 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 3 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2372 | 23.5% |
| True | 3 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 486 |
|---|---|
| Distinct (%) | 11.2% |
| Missing | 5744 |
| Missing (%) | 56.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.0206382 |
|---|---|
| Minimum | 3 |
| Maximum | 619 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 59 |
| median | 101 |
| Q3 | 158 |
| 95-th percentile | 346 |
| Maximum | 619 |
| Range | 616 |
| Interquartile range (IQR) | 99 |
Descriptive statistics
| Standard deviation | 97.83918779 |
|---|---|
| Coefficient of variation (CV) | 0.776374324 |
| Kurtosis | 2.681058686 |
| Mean | 126.0206382 |
| Median Absolute Deviation (MAD) | 48 |
| Skewness | 1.585932398 |
| Sum | 548945.9 |
| Variance | 9572.506667 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 96 | 36 | 0.4% |
| 70 | 35 | 0.3% |
| 87 | 34 | 0.3% |
| 27 | 33 | 0.3% |
| 83 | 33 | 0.3% |
| 69 | 33 | 0.3% |
| 115 | 32 | 0.3% |
| 94 | 31 | 0.3% |
| 31 | 31 | 0.3% |
| 81 | 31 | 0.3% |
| Other values (476) | 4027 | |
| (Missing) | 5744 |
| Value | Count | Frequency (%) |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 5 |
| Value | Count | Frequency (%) |
| 619 | 1 | |
| 593 | 1 | |
| 591 | 1 | |
| 589 | 1 | |
| 572 | 1 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 7453 |
| Missing (%) | 73.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.19569324 |
|---|---|
| Minimum | 66 |
| Maximum | 128 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 66 |
|---|---|
| 5-th percentile | 80 |
| Q1 | 84 |
| median | 88 |
| Q3 | 94 |
| 95-th percentile | 106 |
| Maximum | 128 |
| Range | 62 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.296349471 |
|---|---|
| Coefficient of variation (CV) | 0.0919816587 |
| Kurtosis | 1.478700907 |
| Mean | 90.19569324 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.8691030529 |
| Sum | 238748 |
| Variance | 68.82941455 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 88 | 348 | 3.4% |
| 86 | 336 | 3.3% |
| 90 | 324 | 3.2% |
| 84 | 277 | 2.7% |
| 100 | 200 | 2.0% |
| 92 | 193 | 1.9% |
| 80 | 154 | 1.5% |
| 96 | 142 | 1.4% |
| 94 | 134 | 1.3% |
| 82 | 99 | 1.0% |
| Other values (35) | 440 | 4.4% |
| (Missing) | 7453 |
| Value | Count | Frequency (%) |
| 66 | 1 | < 0.1% |
| 68 | 2 | < 0.1% |
| 70 | 8 | |
| 72 | 10 | |
| 74 | 13 |
| Value | Count | Frequency (%) |
| 128 | 1 | < 0.1% |
| 126 | 3 | < 0.1% |
| 124 | 2 | < 0.1% |
| 122 | 6 | |
| 120 | 8 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 4 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2371 | 23.5% |
| True | 4 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 2 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2373 | 23.5% |
| True | 2 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 7453 |
| Missing (%) | 73.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.51681148 |
|---|---|
| Minimum | 15 |
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 20 |
| Q3 | 20 |
| 95-th percentile | 24 |
| Maximum | 28 |
| Range | 13 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.205147985 |
|---|---|
| Coefficient of variation (CV) | 0.05873953592 |
| Kurtosis | 6.537512413 |
| Mean | 20.51681148 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.178163277 |
| Sum | 54308 |
| Variance | 1.452381666 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 20 | 2082 | 20.6% |
| 22 | 395 | 3.9% |
| 24 | 127 | 1.3% |
| 18 | 13 | 0.1% |
| 26 | 8 | 0.1% |
| 28 | 7 | 0.1% |
| 17 | 5 | < 0.1% |
| 23 | 4 | < 0.1% |
| 19 | 2 | < 0.1% |
| 15 | 1 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
| (Missing) | 7453 |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 17 | 5 | < 0.1% |
| 18 | 13 | |
| 19 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 28 | 7 | 0.1% |
| 26 | 8 | 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 127 | |
| 23 | 4 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 1 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2374 | 23.5% |
| True | 1 | < 0.1% |
| (Missing) | 7725 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 36 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2339 | 23.2% |
| True | 36 | 0.4% |
| (Missing) | 7725 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 7453 |
| Missing (%) | 73.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.7476388 |
|---|---|
| Minimum | 85 |
| Maximum | 140 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 85 |
|---|---|
| 5-th percentile | 90 |
| Q1 | 100 |
| median | 100 |
| Q3 | 110 |
| 95-th percentile | 120 |
| Maximum | 140 |
| Range | 55 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.443297662 |
|---|---|
| Coefficient of variation (CV) | 0.08298273806 |
| Kurtosis | 0.3391123559 |
| Mean | 101.7476388 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.5211090295 |
| Sum | 269326 |
| Variance | 71.28927541 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 100 | 1260 | 12.5% |
| 110 | 674 | 6.7% |
| 90 | 547 | 5.4% |
| 120 | 140 | 1.4% |
| 130 | 14 | 0.1% |
| 95 | 3 | < 0.1% |
| 140 | 3 | < 0.1% |
| 105 | 2 | < 0.1% |
| 115 | 1 | < 0.1% |
| 96 | 1 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| (Missing) | 7453 |
| Value | Count | Frequency (%) |
| 85 | 1 | < 0.1% |
| 90 | 547 | |
| 95 | 3 | < 0.1% |
| 96 | 1 | < 0.1% |
| 100 | 1260 |
| Value | Count | Frequency (%) |
| 140 | 3 | < 0.1% |
| 130 | 14 | 0.1% |
| 125 | 1 | < 0.1% |
| 120 | 140 | |
| 115 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 217 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2158 | 21.4% |
| True | 217 | 2.1% |
| (Missing) | 7725 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 518 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 1857 | 18.4% |
| True | 518 | 5.1% |
| (Missing) | 7725 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 9912 |
| Missing (%) | 98.1% |
| Memory size | 79.0 KiB |
| True | 188 |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| True | 188 | 1.9% |
| (Missing) | 9912 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 7725 |
| Missing (%) | 76.5% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| False | 2375 | 23.5% |
| (Missing) | 7725 |
| Distinct | 306 |
|---|---|
| Distinct (%) | 13.7% |
| Missing | 7874 |
| Missing (%) | 78.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.59604672 |
|---|---|
| Minimum | 21.3 |
| Maximum | 88.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 21.3 |
|---|---|
| 5-th percentile | 29.6 |
| Q1 | 33.8 |
| median | 37.8 |
| Q3 | 42.2 |
| 95-th percentile | 49.9 |
| Maximum | 88.1 |
| Range | 66.8 |
| Interquartile range (IQR) | 8.4 |
Descriptive statistics
| Standard deviation | 6.823288779 |
|---|---|
| Coefficient of variation (CV) | 0.1767872453 |
| Kurtosis | 4.512273081 |
| Mean | 38.59604672 |
| Median Absolute Deviation (MAD) | 4.2 |
| Skewness | 1.328285292 |
| Sum | 85914.8 |
| Variance | 46.55726976 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35.4 | 24 | 0.2% |
| 32.5 | 21 | 0.2% |
| 38.7 | 21 | 0.2% |
| 36.9 | 20 | 0.2% |
| 34.1 | 20 | 0.2% |
| 33.9 | 19 | 0.2% |
| 33.6 | 19 | 0.2% |
| 38.8 | 18 | 0.2% |
| 35.8 | 18 | 0.2% |
| 38.1 | 17 | 0.2% |
| Other values (296) | 2029 | 20.1% |
| (Missing) | 7874 |
| Value | Count | Frequency (%) |
| 21.3 | 1 | |
| 23 | 1 | |
| 23.4 | 1 | |
| 23.7 | 2 | |
| 24.6 | 1 |
| Value | Count | Frequency (%) |
| 88.1 | 1 | |
| 78 | 1 | |
| 77.7 | 1 | |
| 76.2 | 1 | |
| 75.6 | 1 |
| Distinct | 68 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 7870 |
| Missing (%) | 77.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.56179372 |
|---|---|
| Minimum | 10.3 |
| Maximum | 40.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 10.3 |
|---|---|
| 5-th percentile | 11.3 |
| Q1 | 11.9 |
| median | 12.4 |
| Q3 | 13 |
| 95-th percentile | 14.355 |
| Maximum | 40.3 |
| Range | 30 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 1.139830063 |
|---|---|
| Coefficient of variation (CV) | 0.09073784273 |
| Kurtosis | 157.7731461 |
| Mean | 12.56179372 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 7.212666 |
| Sum | 28012.8 |
| Variance | 1.299212573 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.2 | 120 | 1.2% |
| 12.1 | 115 | 1.1% |
| 12.5 | 114 | 1.1% |
| 12.3 | 113 | 1.1% |
| 12.4 | 110 | 1.1% |
| 11.9 | 108 | 1.1% |
| 12 | 104 | 1.0% |
| 12.6 | 101 | 1.0% |
| 11.8 | 94 | 0.9% |
| 11.6 | 84 | 0.8% |
| Other values (58) | 1167 | 11.6% |
| (Missing) | 7870 |
| Value | Count | Frequency (%) |
| 10.3 | 1 | < 0.1% |
| 10.4 | 1 | < 0.1% |
| 10.6 | 1 | < 0.1% |
| 10.7 | 4 | < 0.1% |
| 10.8 | 10 |
| Value | Count | Frequency (%) |
| 40.3 | 1 | |
| 18.2 | 1 | |
| 17.8 | 1 | |
| 17.3 | 1 | |
| 17.2 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 9173 |
| Missing (%) | 90.8% |
| Memory size | 79.0 KiB |
| False | |
|---|---|
| True | 6 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 921 | 9.1% |
| True | 6 | 0.1% |
| (Missing) | 9173 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 9168 |
| Missing (%) | 90.8% |
| Memory size | 79.0 KiB |
| False | 902 |
|---|---|
| True | 30 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 902 | 8.9% |
| True | 30 | 0.3% |
| (Missing) | 9168 |
vomiting_level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.0 KiB |
| nan | |
|---|---|
| 1.0 | 274 |
| 2.0 | 100 |
| 3.0 | 8 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30300 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nan |
|---|---|
| 2nd row | nan |
| 3rd row | nan |
| 4th row | nan |
| 5th row | nan |
| Value | Count | Frequency (%) |
| nan | 9718 | |
| 1.0 | 274 | 2.7% |
| 2.0 | 100 | 1.0% |
| 3.0 | 8 | 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nan | 9718 | |
| 1.0 | 274 | 2.7% |
| 2.0 | 100 | 1.0% |
| 3.0 | 8 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 19436 | |
| a | 9718 | |
| . | 382 | 1.3% |
| 0 | 382 | 1.3% |
| 1 | 274 | 0.9% |
| 2 | 100 | 0.3% |
| 3 | 8 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29154 | |
| Decimal Number | 764 | 2.5% |
| Other Punctuation | 382 | 1.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 382 | |
| 1 | 274 | |
| 2 | 100 | 13.1% |
| 3 | 8 | 1.0% |
| Value | Count | Frequency (%) |
| n | 19436 | |
| a | 9718 |
| Value | Count | Frequency (%) |
| . | 382 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29154 | |
| Common | 1146 | 3.8% |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 382 | |
| 0 | 382 | |
| 1 | 274 | |
| 2 | 100 | 8.7% |
| 3 | 8 | 0.7% |
| Value | Count | Frequency (%) |
| n | 19436 | |
| a | 9718 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30300 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 19436 | |
| a | 9718 | |
| . | 382 | 1.3% |
| 0 | 382 | 1.3% |
| 1 | 274 | 0.9% |
| 2 | 100 | 0.3% |
| 3 | 8 | < 0.1% |
| Distinct | 998 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 5743 |
| Missing (%) | 56.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.140460179 |
|---|---|
| Minimum | 0.72 |
| Maximum | 24.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 0.72 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 3.2 |
| median | 4.8 |
| Q3 | 6.6 |
| 95-th percentile | 9.9 |
| Maximum | 24.25 |
| Range | 23.53 |
| Interquartile range (IQR) | 3.4 |
Descriptive statistics
| Standard deviation | 2.551745248 |
|---|---|
| Coefficient of variation (CV) | 0.4964040493 |
| Kurtosis | 1.903078458 |
| Mean | 5.140460179 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 1.007880156 |
| Sum | 22396.985 |
| Variance | 6.511403811 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.8 | 30 | 0.3% |
| 3.2 | 28 | 0.3% |
| 3 | 28 | 0.3% |
| 3.3 | 28 | 0.3% |
| 2.4 | 26 | 0.3% |
| 3.4 | 26 | 0.3% |
| 5.3 | 26 | 0.3% |
| 3.9 | 26 | 0.3% |
| 3.6 | 26 | 0.3% |
| 5.4 | 25 | 0.2% |
| Other values (988) | 4088 | |
| (Missing) | 5743 |
| Value | Count | Frequency (%) |
| 0.72 | 1 | |
| 0.73 | 1 | |
| 0.75 | 1 | |
| 0.77 | 1 | |
| 0.8 | 2 |
| Value | Count | Frequency (%) |
| 24.25 | 1 | |
| 21.34 | 1 | |
| 18.4 | 1 | |
| 17.7 | 1 | |
| 16.92 | 1 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 6669 |
| Missing (%) | 66.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.78796269 |
|---|---|
| Minimum | 39 |
| Maximum | 93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 55 |
| median | 60 |
| Q3 | 65 |
| 95-th percentile | 74 |
| Maximum | 93 |
| Range | 54 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.558127313 |
|---|---|
| Coefficient of variation (CV) | 0.1431413102 |
| Kurtosis | 0.9608959065 |
| Mean | 59.78796269 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.322841734 |
| Sum | 205132.5 |
| Variance | 73.24154311 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 320 | 3.2% |
| 62 | 224 | 2.2% |
| 57 | 214 | 2.1% |
| 53 | 158 | 1.6% |
| 63 | 151 | 1.5% |
| 68 | 143 | 1.4% |
| 55 | 141 | 1.4% |
| 65 | 140 | 1.4% |
| 51 | 123 | 1.2% |
| 50 | 121 | 1.2% |
| Other values (46) | 1696 | 16.8% |
| (Missing) | 6669 |
| Value | Count | Frequency (%) |
| 39 | 18 | 0.2% |
| 40 | 17 | 0.2% |
| 42 | 62 | |
| 43 | 35 | |
| 44 | 21 | 0.2% |
| Value | Count | Frequency (%) |
| 93 | 10 | |
| 90 | 16 | |
| 87 | 1 | < 0.1% |
| 85 | 16 | |
| 83 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| study_no | date | abdominal_pain_level | abdominal_tenderness | age | albumin | alt | anorexia | ascites | ast | bleeding | bleeding_gum | bleeding_mucosal | bleeding_nose | bleeding_other | bleeding_skin | bleeding_vaginal | body_temperature | bruising | chills | clinical_shock | conjunctival | convulsions | cough | creatine_kinase | dbp | diarrhoea | event_admission | event_enrolment | feeling_faint | fetal | fibrinogen | haematocrit | haematocrit_percent | haemoglobin | headache_level | hematemesis | hematuria | inr | jaundice | joint_pain_level | lethargy | liver_palpation | liver_size | lymphadenopathy | lymphocytes_percent | melaena | meningism | monocytes_percent | muscle_pain_level | nausea | neurology | neutrophils_percent | oedema | oedema_face | oedema_feet | oedema_hands | petechiae | pharyngeal | pleural_effusion | plt | pulse | rales_crackles | respiratory_distress | respiratory_rate | restlessness | rhinitis | sbp | skin_flush | skin_rash | sore_throat | spleen_palpation | tck | tq | uterus_tender | vagina_loss | vomiting_level | wbc | weight | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 03-1001 | 2017-07-08 00:00:00 | NaN | NaN | 31.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | True | NaN | NaN | NaN | NaN | NaN | 1.0 | NaN | NaN | NaN | NaN | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 75.0 |
| 1 | 03-1001 | 2017-07-10 00:00:00 | NaN | NaN | 31.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | True | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 75.0 |
| 2 | 03-1001 | 2017-07-10 12:30:00 | NaN | NaN | 31.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | True | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 75.0 |
| 3 | 03-1001 | 2017-07-10 13:00:00 | NaN | NaN | 31.0 | 35.2 | 15.0 | True | NaN | 21.0 | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 41.0 | NaN | NaN | NaN | NaN | NaN | NaN | 3.6 | NaN | 31.0 | 10.0 | NaN | NaN | NaN | 1.09 | NaN | NaN | NaN | NaN | NaN | NaN | 16.6 | NaN | NaN | 6.3 | NaN | NaN | NaN | 74.2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 193.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 45.0 | 13.9 | NaN | NaN | NaN | 5.09 | 75.0 |
| 4 | 03-1001 | 2017-07-11 08:00:00 | NaN | False | 31.0 | NaN | NaN | True | False | NaN | False | False | False | False | NaN | False | False | 37.2 | False | NaN | False | False | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | True | NaN | NaN | NaN | NaN | NaN | False | False | NaN | False | NaN | False | False | NaN | False | NaN | False | False | NaN | NaN | NaN | False | NaN | False | False | False | False | False | False | False | NaN | 90.0 | False | False | 20.0 | False | True | 110.0 | False | False | NaN | False | NaN | NaN | False | False | NaN | NaN | 75.0 |
| 5 | 03-1001 | 2017-07-11 10:00:00 | NaN | NaN | 31.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 30.7 | 10.3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 23.3 | NaN | NaN | 6.1 | NaN | NaN | NaN | 67.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 211.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.95 | 75.0 |
| 6 | 03-1001 | 2017-07-12 05:00:00 | NaN | False | 31.0 | NaN | NaN | True | False | NaN | False | False | False | False | NaN | False | False | 37.2 | False | NaN | False | False | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | True | NaN | NaN | NaN | NaN | NaN | False | False | NaN | False | NaN | False | False | NaN | False | NaN | False | False | NaN | NaN | NaN | False | NaN | False | False | False | False | False | False | False | NaN | 90.0 | False | False | 20.0 | False | False | 110.0 | False | False | NaN | False | NaN | NaN | False | False | NaN | NaN | 75.0 |
| 7 | 03-1001 | 2017-07-12 10:40:00 | NaN | NaN | 31.0 | 34.5 | 18.0 | True | NaN | 23.0 | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 42.0 | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | NaN | 34.3 | 10.9 | NaN | NaN | NaN | 1.00 | NaN | NaN | NaN | NaN | NaN | NaN | 33.0 | NaN | NaN | 8.4 | NaN | NaN | NaN | 57.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 215.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 45.2 | 12.2 | NaN | NaN | NaN | 3.79 | 75.0 |
| 8 | 03-1001 | 2017-07-13 08:00:00 | NaN | False | 31.0 | NaN | NaN | True | False | NaN | False | False | False | False | NaN | False | False | 37.2 | False | NaN | False | False | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | True | NaN | NaN | NaN | NaN | NaN | False | False | NaN | False | NaN | False | False | NaN | False | NaN | False | False | NaN | NaN | NaN | False | NaN | False | False | False | False | False | False | False | NaN | 86.0 | False | False | 20.0 | False | False | 100.0 | False | False | NaN | False | NaN | NaN | False | False | NaN | NaN | 75.0 |
| 9 | 03-1001 | 2017-07-13 09:00:00 | NaN | NaN | 31.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 34.8 | 11.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 33.7 | NaN | NaN | 6.3 | NaN | NaN | NaN | 58.6 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 214.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 5.07 | 75.0 |
Last rows
| study_no | date | abdominal_pain_level | abdominal_tenderness | age | albumin | alt | anorexia | ascites | ast | bleeding | bleeding_gum | bleeding_mucosal | bleeding_nose | bleeding_other | bleeding_skin | bleeding_vaginal | body_temperature | bruising | chills | clinical_shock | conjunctival | convulsions | cough | creatine_kinase | dbp | diarrhoea | event_admission | event_enrolment | feeling_faint | fetal | fibrinogen | haematocrit | haematocrit_percent | haemoglobin | headache_level | hematemesis | hematuria | inr | jaundice | joint_pain_level | lethargy | liver_palpation | liver_size | lymphadenopathy | lymphocytes_percent | melaena | meningism | monocytes_percent | muscle_pain_level | nausea | neurology | neutrophils_percent | oedema | oedema_face | oedema_feet | oedema_hands | petechiae | pharyngeal | pleural_effusion | plt | pulse | rales_crackles | respiratory_distress | respiratory_rate | restlessness | rhinitis | sbp | skin_flush | skin_rash | sore_throat | spleen_palpation | tck | tq | uterus_tender | vagina_loss | vomiting_level | wbc | weight | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10090 | 03-5612 | 2018-01-31 09:40:00 | NaN | NaN | 30.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 41.2 | 13.5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 37.5 | NaN | NaN | 7.3 | NaN | NaN | NaN | 54.8 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 89.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.61 | NaN |
| 10091 | 03-5612 | 2018-02-01 08:00:00 | NaN | False | 30.0 | NaN | NaN | True | False | NaN | False | False | False | False | NaN | False | False | 37.2 | False | NaN | False | False | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | False | False | NaN | False | NaN | False | False | NaN | False | NaN | False | False | NaN | NaN | NaN | False | NaN | False | False | False | False | False | False | False | NaN | 94.0 | False | False | 20.0 | False | False | 110.0 | False | True | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 10092 | 03-5612 | 2018-02-01 10:00:00 | NaN | NaN | 30.0 | 40.1 | 86.0 | True | NaN | 128.0 | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 60.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.88 | NaN | 47.4 | 14.4 | NaN | NaN | NaN | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 32.1 | NaN | NaN | 5.5 | NaN | NaN | NaN | 34.1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 54.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 43.9 | 12.2 | NaN | NaN | NaN | 3.47 | NaN |
| 10093 | 03-5612 | 2018-02-02 07:30:00 | NaN | False | 30.0 | NaN | NaN | True | False | NaN | False | False | False | False | NaN | False | False | 37.0 | False | NaN | False | False | False | NaN | NaN | 60.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | False | False | NaN | False | NaN | False | False | NaN | False | NaN | False | False | NaN | NaN | NaN | False | NaN | False | False | False | False | False | False | False | NaN | 88.0 | False | False | 20.0 | False | False | 100.0 | False | True | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 10094 | 03-5612 | 2018-02-02 10:10:00 | NaN | NaN | 30.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 45.1 | 14.1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 33.0 | NaN | NaN | 5.1 | NaN | NaN | NaN | 32.9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 41.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 10.03 | NaN |
| 10095 | 03-5612 | 2018-02-02 11:00:00 | 1.0 | NaN | 30.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 10096 | 03-5612 | 2018-02-02 13:00:00 | NaN | NaN | 30.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | True | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 10097 | 03-5612 | 2018-02-03 08:00:00 | NaN | True | 30.0 | 37.3 | 71.0 | True | False | 91.0 | False | False | False | False | NaN | False | False | 37.0 | False | NaN | False | False | False | NaN | 34.0 | 60.0 | NaN | NaN | NaN | NaN | NaN | 2.92 | NaN | 42.8 | 12.6 | NaN | False | False | 1.0 | False | NaN | False | False | NaN | False | 37.8 | False | False | 6.7 | NaN | NaN | False | 34.9 | False | False | False | False | False | False | False | 43.0 | 87.0 | False | False | 20.0 | False | False | 100.0 | False | True | NaN | False | 40.8 | 12.2 | NaN | NaN | NaN | 7.08 | NaN |
| 10098 | 03-5612 | 2018-02-04 05:00:00 | NaN | NaN | 30.0 | NaN | NaN | True | NaN | NaN | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 38.7 | 11.8 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 45.8 | NaN | NaN | 7.3 | NaN | NaN | NaN | 33.9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 64.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8.70 | NaN |
| 10099 | 03-5612 | 2018-02-08 08:45:00 | NaN | NaN | 30.0 | 46.2 | 93.0 | True | NaN | 53.0 | NaN | NaN | False | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 38.0 | NaN | NaN | NaN | NaN | NaN | NaN | 3.19 | NaN | 43.6 | 12.8 | NaN | NaN | NaN | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 25.5 | NaN | NaN | 6.5 | NaN | NaN | NaN | 64.9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 399.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28.6 | 11.8 | NaN | NaN | NaN | 9.85 | NaN |